You can now easily get into AI ML bootcamp by enrolling in this Artificial Intelligence and Machine Learning Bootcamp at Caltech, being delivered in partnership with IBM, and it will teach you everything you need to know to become an expert AI and ML professional. The program will cover the most recent AI ecosystem tools and technologies, and it will include masterclasses taught by renowned Caltech instructors and IBM experts. Additionally, the program will include hackathons and Ask Me Anything sessions hosted by IBM.
The following are some of the requirements that prospective students for this online Machine Learning Bootcamp should have:
- Should be at least 18 years old and have a diploma from an accredited high school.
- May come from a background other than programming and ideally have at least two years of formal work experience.
Program Overview
This bootcamp is a showcase of the academic excellence of Caltech CTME and the industrial prowess of IBM, and it was designed and perfected with the intention of boosting your career as a technology professional. In order to advance your career, you should become proficient in essential skills and data literacy in the areas of statistics, data science with Python, machine learning, natural language processing, deep learning, and reinforcement learning.
Learning goals
The Applied Learning model brings the in-classroom learning experience online, utilizing the company’s cutting-edge Learning Management System (LMS). An immersive learning experience is provided by combining different learning methods, such as training led by an instructor in virtual classrooms, learning at one’s own pace, and personalized mentoring.
In addition, the program offers tutoring support around the clock, virtual practice labs where students can work on projects relevant to the real world, and an active online community forum where students can discuss various topics with one another.
- The Applied Learning feature encourages hands-on, experiential learning rather than passive observation alone.
- Upon successful completion of the program, you will be awarded the following: a certificate of completion from Caltech CTME
- The comprehensive report on the performance of the learning path
- Participation in the Caltech Circle group on LinkedIn membership
- CEUs can reach a maximum of 22. (continuing education units)
- IBM certification badges for IBM course module completions
- Personalized assistance with professional development post completion
Program Details
The Artificial Intelligence and Machine Learning Bootcamp at Caltech draws upon the academic eminence of the Institute but presents the information in a manner that emphasizes hands-on, practical application of the material. You will acquire fundamental knowledge in the areas of statistics, data science with Python, machine learning, deep learning, natural language processing, and reinforcement learning. You will develop skills in coding as well as critical thinking by working on the various projects that are a part of the program.
Project 1:The Social Media Project
Construct a model with natural language processing (NLP) and machine learning (ML) to recognize inappropriate tweets that should be removed from the platform of a popular social channel in order to reduce social hatred and negativity.
Project 2: Dealing with Financial Transactions Online
Movie critiques written by users of a video platform are included in the data set that has been provided. Conduct data analysis on the set of customer movie reviews and then develop a machine learning recommendation algorithm that can assign ratings to each individual user.
Project 3: Automobile Manufacturing
A car manufacturer wants to cut down the amount of time a vehicle spends being tested on its test bench so that it can speed up the vehicle’s arrival on the market. Construct and improve the algorithm for machine learning so that it can solve this problem.
Project 4: EdTech
Assist in evaluating the quality of e-learning videos that are freely available on YouTube in order for the company to create high-quality and interesting video content for students.
Project 5: The Healthcare Sector
Examine, on behalf of the ICMR, the various forms of cancer that, in recent years, have emerged as a source of concern, including breast cancer, renal cancer, colon cancer, lung cancer, and prostate cancer, amongst others. They want to determine the likely reasons for these cancers, particularly with regard to the genes that are responsible for each disease.
Project 6: Amusement and Recreation
Assist a provider of online content in determining whether or not a particular URL is susceptible to phishing, also known as malicious activity. This will allow them to promote advertisements on their website without compromising the privacy of their users and restrict URLs that have the potential to lead to a harmful website.
Project 7: Focus on consumer electronics.
Assist a leading mobile brand in better understanding the voice of the customer by conducting an analysis of the reviews of the brand’s product on a well-known online retail platform and the topics that customers are discussing regarding those reviews. You will first interpret the emerging topics and context, and then you will perform topic modeling on particular parts of speech.
Course contents
Let us look at the contents of the course in some detail
AI and ML Bootcamp Orientation
This Artificial Intelligence and Machine Learning Bootcamp were developed by Caltech CTME and IBM. Caltech academicians and IBM professionals run the program. It includes hackathon masterclasses, IBM’s Ask Me Anything sessions, and other events covering the latest intelligent computational technologies and tools.
AI and ML 101 (CB AIML)
This AI and ML Bootcamp begins with an Introduction to Artificial Intelligence to help students understand AI and its business applications. This introductory course covers AI concepts, workflows, machine learning, deep learning, and performance metrics.
AIML Data Science Python
This AI ML Bootcamp will help you start your AI and ML career by teaching you Python and its libraries and how to write scripts in Jupyter for lab work.
Python-based CB AIML teaches data science.
“Applied Data Science with Python” introduces data analytics tools and strategies using Python. This AI and ML Bootcamp teaches Python, an essential data science skill. Python skills are essential for advancing in this field.
CB AIML’s ML.
This Artificial Intelligence (AI) and Machine Learning (ML) bootcamp will teach you Machine Learning, a form of AI that automates data analysis to enable computers to learn and adapt without explicit programming. Machine Learning lets computers learn and adapt without being programmed. You’ll learn supervised and unsupervised learning, mathematical and heuristic aspects, and hands-on algorithm modeling. This will prepare you for your role with advanced machine-learning knowledge.
CB AIML’s Keras and TensorFlow deep learning
This AI and ML bootcamp focuses on Deep Learning with TensorFlow, which was developed by industry leaders. You’ll become proficient in Deep Learning concepts and models by using the Keras and TensorFlow frameworks. You’ll also use Deep Learning.
Deep Learning and Computer Vision (CB AIML)
This advanced training will boost your Deep Learning skills. This advanced Deep Learning and Computer Vision course includes Computer Vision Basics with Python, Advanced Computer Vision with OpenCV 4, Keras, and TensorFlow 2, and Computer Vision for OCR and Object Detection. This course will prepare you for a Deep Learning and computer vision journey.
Capstone AIML CB
This Artificial Intelligence and Machine Learning bootcamp will culminate with a capstone project. Through mentoring, you’ll solve an industry-related problem. The final project of the learning path will show potential employers your level of expertise.
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